Smoking Prediction Dataset - Reduced Profile

Brought to you by YData

Dataset statistics

Number of variables	16
Number of observations	44084
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.7 MiB
Average record size in memory	160.0 B

Variable types

Categorical	2
Numeric	14

Alerts

`alt` is highly overall correlated with `gtp`	High correlation
`cholesterol_ratio` is highly overall correlated with `hdl` and 3 other fields	High correlation
`gender` is highly overall correlated with `height_cm` and 3 other fields	High correlation
`gtp` is highly overall correlated with `alt`	High correlation
`hdl` is highly overall correlated with `cholesterol_ratio` and 1 other fields	High correlation
`height_cm` is highly overall correlated with `gender` and 2 other fields	High correlation
`hemoglobin` is highly overall correlated with `gender` and 2 other fields	High correlation
`ldl` is highly overall correlated with `cholesterol_ratio` and 1 other fields	High correlation
`ldl_hdl_ratio` is highly overall correlated with `cholesterol_ratio` and 2 other fields	High correlation
`smoking` is highly overall correlated with `gender`	High correlation
`triglyceride` is highly overall correlated with `cholesterol_ratio`	High correlation
`waist_cm` is highly overall correlated with `weight_kg`	High correlation
`weight_kg` is highly overall correlated with `gender` and 3 other fields	High correlation
`alt` is highly skewed (γ1 = 38.9661536)	Skewed

Reproduction

Analysis started	2025-04-19 13:14:06.902942
Analysis finished	2025-04-19 13:14:17.348920
Duration	10.45 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

gender
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.4 MiB

1	27959
0	16125

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	44084
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
1	27959	63.4%
0	16125	36.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	27959	63.4%
0	16125	36.6%

Most occurring characters

Value	Count	Frequency (%)
1	27959	63.4%
0	16125	36.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	44084	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	27959	63.4%
0	16125	36.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	44084	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	27959	63.4%
0	16125	36.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	44084	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	27959	63.4%
0	16125	36.6%

gtp
Real number (ℝ)

High correlation

Distinct	456
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.736934

Minimum	1
Maximum	999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	1
5-th percentile	11
Q1	17
median	25
Q3	43
95-th percentile	106
Maximum	999
Range	998
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	46.216111
Coefficient of variation (CV)	1.1930761
Kurtosis	72.304968
Mean	38.736934
Median Absolute Deviation (MAD)	10
Skewness	6.5117151
Sum	1707679
Variance	2135.929
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16	1707	3.9%
15	1689	3.8%
14	1651	3.7%
17	1638	3.7%
18	1586	3.6%
13	1481	3.4%
19	1452	3.3%
20	1403	3.2%
21	1340	3.0%
22	1288	2.9%
Other values (446)	28849	65.4%

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	2	< 0.1%
4	1	< 0.1%
5	11	< 0.1%
6	38	0.1%
7	93	0.2%
8	188	0.4%
9	406	0.9%
10	734	1.7%

Value	Count	Frequency (%)
999	1	< 0.1%
961	1	< 0.1%
933	1	< 0.1%
926	1	< 0.1%
910	1	< 0.1%
894	1	< 0.1%
875	1	< 0.1%
873	1	< 0.1%
850	1	< 0.1%
816	1	< 0.1%

hemoglobin
Real number (ℝ)

High correlation

Distinct	142
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.614207

Minimum	4.9
Maximum	20.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	4.9
5-th percentile	12.1
Q1	13.6
median	14.8
Q3	15.7
95-th percentile	16.8
Maximum	20.9
Range	16
Interquartile range (IQR)	2.1

Descriptive statistics

Standard deviation	1.559347
Coefficient of variation (CV)	0.10670076
Kurtosis	1.2477973
Mean	14.614207
Median Absolute Deviation (MAD)	1.1
Skewness	-0.66575185
Sum	644252.7
Variance	2.431563
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15.4	1207	2.7%
15	1197	2.7%
15.6	1194	2.7%
15.3	1191	2.7%
15.5	1173	2.7%
15.7	1171	2.7%
15.2	1118	2.5%
14.9	1116	2.5%
15.8	1103	2.5%
15.1	1102	2.5%
Other values (132)	32512	73.8%

Value	Count	Frequency (%)
4.9	1	< 0.1%
5	2	< 0.1%
5.5	2	< 0.1%
5.8	2	< 0.1%
5.9	1	< 0.1%
6.1	1	< 0.1%
6.2	1	< 0.1%
6.3	5	< 0.1%
6.4	1	< 0.1%
6.6	3	< 0.1%

Value	Count	Frequency (%)
20.9	1	< 0.1%
20.4	1	< 0.1%
20	1	< 0.1%
19.7	1	< 0.1%
19.6	2	< 0.1%
19.5	1	< 0.1%
19.3	2	< 0.1%
19.2	2	< 0.1%
19.1	6	< 0.1%
19	4	< 0.1%

height_cm
Real number (ℝ)

High correlation

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	164.64103

Minimum	130
Maximum	190
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	130
5-th percentile	150
Q1	160
median	165
Q3	170
95-th percentile	180
Maximum	190
Range	60
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	9.1898346
Coefficient of variation (CV)	0.055817404
Kurtosis	-0.6170455
Mean	164.64103
Median Absolute Deviation (MAD)	5
Skewness	-0.14045689
Sum	7258035
Variance	84.45306
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
170	9017	20.5%
165	7844	17.8%
160	7079	16.1%
175	6342	14.4%
155	6035	13.7%
150	3588	8.1%
180	2487	5.6%
145	965	2.2%
185	534	1.2%
140	161	0.4%
Other values (3)	32	0.1%

Value	Count	Frequency (%)
130	1	< 0.1%
135	3	< 0.1%
140	161	0.4%
145	965	2.2%
150	3588	8.1%
155	6035	13.7%
160	7079	16.1%
165	7844	17.8%
170	9017	20.5%
175	6342	14.4%

Value	Count	Frequency (%)
190	28	0.1%
185	534	1.2%
180	2487	5.6%
175	6342	14.4%
170	9017	20.5%
165	7844	17.8%
160	7079	16.1%
155	6035	13.7%
150	3588	8.1%
145	965	2.2%

triglyceride
Real number (ℝ)

High correlation

Distinct	390
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	125.77116

Minimum	8
Maximum	999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	8
5-th percentile	46
Q1	74
median	107
Q3	159
95-th percentile	274
Maximum	999
Range	991
Interquartile range (IQR)	85

Descriptive statistics

Standard deviation	70.655231
Coefficient of variation (CV)	0.56177608
Kurtosis	2.0593309
Mean	125.77116
Median Absolute Deviation (MAD)	39
Skewness	1.3220634
Sum	5544496
Variance	4992.1617
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
71	418	0.9%
79	393	0.9%
82	393	0.9%
83	386	0.9%
80	378	0.9%
66	374	0.8%
69	369	0.8%
85	369	0.8%
78	368	0.8%
67	365	0.8%
Other values (380)	40271	91.4%

Value	Count	Frequency (%)
8	1	< 0.1%
11	1	< 0.1%
15	1	< 0.1%
16	4	< 0.1%
19	2	< 0.1%
20	7	< 0.1%
21	6	< 0.1%
22	6	< 0.1%
23	8	< 0.1%
24	12	< 0.1%

Value	Count	Frequency (%)
999	1	< 0.1%
548	1	< 0.1%
466	1	< 0.1%
432	1	< 0.1%
405	1	< 0.1%
399	14	< 0.1%
398	8	< 0.1%
397	14	< 0.1%
396	5	< 0.1%
395	8	< 0.1%

serum_creatinine
Real number (ℝ)

Distinct	38
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.88552536

Minimum	0.1
Maximum	11.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	0.1
5-th percentile	0.6
Q1	0.8
median	0.9
Q3	1
95-th percentile	1.2
Maximum	11.6
Range	11.5
Interquartile range (IQR)	0.2

Descriptive statistics

Standard deviation	0.22555141
Coefficient of variation (CV)	0.25470914
Kurtosis	412.4565
Mean	0.88552536
Median Absolute Deviation (MAD)	0.1
Skewness	10.633209
Sum	39037.5
Variance	0.050873437
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
0.9	8963	20.3%
0.8	8319	18.9%
1	7681	17.4%
0.7	5957	13.5%
1.1	4871	11.0%
0.6	3530	8.0%
1.2	2312	5.2%
0.5	1181	2.7%
1.3	702	1.6%
1.4	225	0.5%
Other values (28)	343	0.8%

Value	Count	Frequency (%)
0.1	19	< 0.1%
0.2	2	< 0.1%
0.3	9	< 0.1%
0.4	160	0.4%
0.5	1181	2.7%
0.6	3530	8.0%
0.7	5957	13.5%
0.8	8319	18.9%
0.9	8963	20.3%
1	7681	17.4%

Value	Count	Frequency (%)
11.6	1	< 0.1%
10.3	1	< 0.1%
10	2	< 0.1%
9.9	1	< 0.1%
7.5	1	< 0.1%
7.4	1	< 0.1%
6.4	1	< 0.1%
5.9	1	< 0.1%
5	1	< 0.1%
3.4	2	< 0.1%

alt
Real number (ℝ)

High correlation Skewed

Distinct	229
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.469966

Minimum	1
Maximum	2914
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	1
5-th percentile	10
Q1	15
median	21
Q3	30
95-th percentile	60
Maximum	2914
Range	2913
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	28.486264
Coefficient of variation (CV)	1.076173
Kurtosis	3107.6768
Mean	26.469966
Median Absolute Deviation (MAD)	7
Skewness	38.966154
Sum	1166902
Variance	811.46726
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	2159	4.9%
16	2103	4.8%
17	2095	4.8%
14	2046	4.6%
18	2038	4.6%
13	1878	4.3%
19	1854	4.2%
12	1731	3.9%
20	1724	3.9%
21	1646	3.7%
Other values (219)	24810	56.3%

Value	Count	Frequency (%)
1	2	< 0.1%
2	1	< 0.1%
3	4	< 0.1%
4	18	< 0.1%
5	41	0.1%
6	96	0.2%
7	212	0.5%
8	402	0.9%
9	676	1.5%
10	1087	2.5%

Value	Count	Frequency (%)
2914	1	< 0.1%
1783	1	< 0.1%
1504	1	< 0.1%
1400	1	< 0.1%
1155	1	< 0.1%
745	1	< 0.1%
740	1	< 0.1%
713	1	< 0.1%
610	1	< 0.1%
577	1	< 0.1%

weight_kg
Real number (ℝ)

High correlation

Distinct	22
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	65.759573

Minimum	30
Maximum	135
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	30
5-th percentile	45
Q1	55
median	65
Q3	75
95-th percentile	90
Maximum	135
Range	105
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	12.681717
Coefficient of variation (CV)	0.19284976
Kurtosis	0.21549653
Mean	65.759573
Median Absolute Deviation (MAD)	10
Skewness	0.50221859
Sum	2898945
Variance	160.82596
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
65	6551	14.9%
60	6441	14.6%
70	6152	14.0%
55	5834	13.2%
75	4800	10.9%
50	4401	10.0%
80	3235	7.3%
85	2019	4.6%
45	1878	4.3%
90	1159	2.6%
Other values (12)	1614	3.7%

Value	Count	Frequency (%)
30	5	< 0.1%
35	30	0.1%
40	375	0.9%
45	1878	4.3%
50	4401	10.0%
55	5834	13.2%
60	6441	14.6%
65	6551	14.9%
70	6152	14.0%
75	4800	10.9%

Value	Count	Frequency (%)
135	1	< 0.1%
130	2	< 0.1%
125	6	< 0.1%
120	15	< 0.1%
115	25	0.1%
110	67	0.2%
105	146	0.3%
100	333	0.8%
95	609	1.4%
90	1159	2.6%

age
Real number (ℝ)

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44.178273

Minimum	20
Maximum	85
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	20
5-th percentile	25
Q1	40
median	40
Q3	55
95-th percentile	65
Maximum	85
Range	65
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	12.056772
Coefficient of variation (CV)	0.27291179
Kurtosis	-0.16514734
Mean	44.178273
Median Absolute Deviation (MAD)	10
Skewness	0.25782831
Sum	1947555
Variance	145.36574
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
40	11964	27.1%
45	5615	12.7%
60	4877	11.1%
50	4381	9.9%
55	4023	9.1%
35	3555	8.1%
30	3180	7.2%
25	2791	6.3%
20	1289	2.9%
65	1061	2.4%
Other values (4)	1348	3.1%

Value	Count	Frequency (%)
20	1289	2.9%
25	2791	6.3%
30	3180	7.2%
35	3555	8.1%
40	11964	27.1%
45	5615	12.7%
50	4381	9.9%
55	4023	9.1%
60	4877	11.1%
65	1061	2.4%

Value	Count	Frequency (%)
85	13	< 0.1%
80	208	0.5%
75	481	1.1%
70	646	1.5%
65	1061	2.4%
60	4877	11.1%
55	4023	9.1%
50	4381	9.9%
45	5615	12.7%
40	11964	27.1%

waist_cm
Real number (ℝ)

High correlation

Distinct	554
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	81.962905

Minimum	51
Maximum	129
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	51
5-th percentile	67
Q1	76
median	82
Q3	88
95-th percentile	97.3
Maximum	129
Range	78
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	9.178336
Coefficient of variation (CV)	0.11198159
Kurtosis	0.065347716
Mean	81.962905
Median Absolute Deviation (MAD)	6
Skewness	0.21262232
Sum	3613252.7
Variance	84.241852
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	1520	3.4%
82	1419	3.2%
81	1361	3.1%
84	1355	3.1%
78	1322	3.0%
86	1305	3.0%
85	1288	2.9%
83	1261	2.9%
79	1211	2.7%
76	1201	2.7%
Other values (544)	30841	70.0%

Value	Count	Frequency (%)
51	1	< 0.1%
53	1	< 0.1%
54	2	< 0.1%
55	3	< 0.1%
56	5	< 0.1%
56.2	2	< 0.1%
56.4	1	< 0.1%
56.6	1	< 0.1%
57	7	< 0.1%
57.2	1	< 0.1%

Value	Count	Frequency (%)
129	1	< 0.1%
127.7	1	< 0.1%
127	1	< 0.1%
124	1	< 0.1%
123	1	< 0.1%
121	3	< 0.1%
120.9	1	< 0.1%
120	2	< 0.1%
119	1	< 0.1%
118.5	1	< 0.1%

bp_ratio
Real number (ℝ)

Distinct	2179
Distinct (%)	4.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.6069567

Minimum	1.1578947
Maximum	2.6078431
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	1.1578947
5-th percentile	1.4074613
Q1	1.5128205
median	1.5890411
Q3	1.6857143
95-th percentile	1.8571429
Maximum	2.6078431
Range	1.4499484
Interquartile range (IQR)	0.17289377

Descriptive statistics

Standard deviation	0.13834106
Coefficient of variation (CV)	0.086088855
Kurtosis	1.5719666
Mean	1.6069567
Median Absolute Deviation (MAD)	0.085377509
Skewness	0.75097256
Sum	70841.08
Variance	0.01913825
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.5	1921	4.4%
1.571428571	1508	3.4%
1.625	1138	2.6%
1.666666667	1047	2.4%
1.512820513	762	1.7%
1.6	544	1.2%
1.714285714	520	1.2%
1.428571429	380	0.9%
1.555555556	363	0.8%
1.75	342	0.8%
Other values (2169)	35559	80.7%

Value	Count	Frequency (%)
1.157894737	1	< 0.1%
1.162790698	1	< 0.1%
1.163934426	1	< 0.1%
1.170212766	1	< 0.1%
1.172727273	1	< 0.1%
1.181818182	1	< 0.1%
1.188235294	1	< 0.1%
1.195402299	1	< 0.1%
1.2	4	< 0.1%
1.204819277	1	< 0.1%

Value	Count	Frequency (%)
2.607843137	1	< 0.1%
2.565217391	1	< 0.1%
2.537037037	1	< 0.1%
2.5	2	< 0.1%
2.476190476	1	< 0.1%
2.470588235	1	< 0.1%
2.468085106	1	< 0.1%
2.428571429	1	< 0.1%
2.411764706	1	< 0.1%
2.409836066	1	< 0.1%

cholesterol_ratio
Real number (ℝ)

High correlation

Distinct	7720
Distinct (%)	17.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.6208839

Minimum	0.38349515
Maximum	52.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	0.38349515
5-th percentile	2.2068966
Q1	2.859375
median	3.4827586
Q3	4.2364833
95-th percentile	5.4790308
Maximum	52.5
Range	52.116505
Interquartile range (IQR)	1.3771083

Descriptive statistics

Standard deviation	1.072312
Coefficient of variation (CV)	0.29614647
Kurtosis	169.67898
Mean	3.6208839
Median Absolute Deviation (MAD)	0.67868438
Skewness	4.5195863
Sum	159623.05
Variance	1.149853
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3	290	0.7%
4	273	0.6%
3.5	184	0.4%
5	128	0.3%
3.666666667	116	0.3%
3.333333333	111	0.3%
4.5	96	0.2%
2.5	83	0.2%
3.25	71	0.2%
2.666666667	70	0.2%
Other values (7710)	42662	96.8%

Value	Count	Frequency (%)
0.3834951456	1	< 0.1%
0.5598885794	1	< 0.1%
1.12244898	1	< 0.1%
1.213483146	1	< 0.1%
1.265060241	1	< 0.1%
1.293478261	1	< 0.1%
1.295238095	1	< 0.1%
1.3	1	< 0.1%
1.326086957	1	< 0.1%
1.340425532	1	< 0.1%

Value	Count	Frequency (%)
52.5	1	< 0.1%
48.75	1	< 0.1%
16.35714286	1	< 0.1%
10.42857143	1	< 0.1%
9.897435897	1	< 0.1%
9.888888889	1	< 0.1%
9.822222222	1	< 0.1%
9.612903226	1	< 0.1%
9.333333333	1	< 0.1%
9.24	1	< 0.1%

ldl_hdl_ratio
Real number (ℝ)

High correlation

Distinct	7048
Distinct (%)	16.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1372885

Minimum	0.02173913
Maximum	51.714286
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	0.02173913
5-th percentile	0.96551724
Q1	1.5294118
median	2.04
Q3	2.625
95-th percentile	3.6120748
Maximum	51.714286
Range	51.692547
Interquartile range (IQR)	1.0955882

Descriptive statistics

Standard deviation	0.97630987
Coefficient of variation (CV)	0.45679836
Kurtosis	416.55529
Mean	2.1372885
Median Absolute Deviation (MAD)	0.54490566
Skewness	10.899397
Sum	94220.226
Variance	0.95318096
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	399	0.9%
3	205	0.5%
2.5	176	0.4%
1.5	171	0.4%
1	143	0.3%
1.666666667	128	0.3%
2.333333333	126	0.3%
2.666666667	106	0.2%
2.25	104	0.2%
1.333333333	100	0.2%
Other values (7038)	42426	96.2%

Value	Count	Frequency (%)
0.02173913043	1	< 0.1%
0.0243902439	1	< 0.1%
0.08974358974	1	< 0.1%
0.1460674157	1	< 0.1%
0.152173913	1	< 0.1%
0.1523809524	1	< 0.1%
0.16	1	< 0.1%
0.1604938272	1	< 0.1%
0.1643835616	1	< 0.1%
0.1686746988	1	< 0.1%

Value	Count	Frequency (%)
51.71428571	1	< 0.1%
45.36585366	1	< 0.1%
42	1	< 0.1%
40.25	1	< 0.1%
33.19148936	1	< 0.1%
27.45098039	1	< 0.1%
25.28301887	1	< 0.1%
25	1	< 0.1%
21.53846154	1	< 0.1%
21.28205128	1	< 0.1%

hdl
Real number (ℝ)

High correlation

Distinct	125
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	57.318914

Minimum	4
Maximum	618
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	4
5-th percentile	37
Q1	47
median	55
Q3	66
95-th percentile	84
Maximum	618
Range	614
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	14.748826
Coefficient of variation (CV)	0.25731168
Kurtosis	52.199372
Mean	57.318914
Median Absolute Deviation (MAD)	9
Skewness	2.2202778
Sum	2526847
Variance	217.52788
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
51	1325	3.0%
50	1324	3.0%
54	1309	3.0%
56	1309	3.0%
53	1295	2.9%
55	1281	2.9%
49	1265	2.9%
52	1263	2.9%
47	1261	2.9%
48	1257	2.9%
Other values (115)	31195	70.8%

Value	Count	Frequency (%)
4	2	< 0.1%
11	1	< 0.1%
14	1	< 0.1%
17	1	< 0.1%
18	2	< 0.1%
21	2	< 0.1%
22	2	< 0.1%
23	4	< 0.1%
24	8	< 0.1%
25	10	< 0.1%

Value	Count	Frequency (%)
618	1	< 0.1%
359	1	< 0.1%
157	1	< 0.1%
155	1	< 0.1%
148	1	< 0.1%
144	1	< 0.1%
136	2	< 0.1%
135	2	< 0.1%
133	3	< 0.1%
132	1	< 0.1%

ldl
Real number (ℝ)

High correlation

Distinct	283
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	114.96092

Minimum	1
Maximum	1860
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	1
5-th percentile	63
Q1	92
median	113
Q3	136
95-th percentile	171
Maximum	1860
Range	1859
Interquartile range (IQR)	44

Descriptive statistics

Standard deviation	40.125841
Coefficient of variation (CV)	0.34903898
Kurtosis	354.74025
Mean	114.96092
Median Absolute Deviation (MAD)	22
Skewness	10.373479
Sum	5067937
Variance	1610.0831
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
110	582	1.3%
112	574	1.3%
121	559	1.3%
111	554	1.3%
106	553	1.3%
107	550	1.2%
116	547	1.2%
101	544	1.2%
96	541	1.2%
114	538	1.2%
Other values (273)	38542	87.4%

Value	Count	Frequency (%)
1	2	< 0.1%
7	2	< 0.1%
9	1	< 0.1%
10	1	< 0.1%
11	1	< 0.1%
12	4	< 0.1%
13	3	< 0.1%
14	1	< 0.1%
15	1	< 0.1%
16	5	< 0.1%

Value	Count	Frequency (%)
1860	1	< 0.1%
1810	1	< 0.1%
1660	1	< 0.1%
1560	1	< 0.1%
1400	1	< 0.1%
1340	1	< 0.1%
1260	1	< 0.1%
1220	1	< 0.1%
1200	1	< 0.1%
1120	1	< 0.1%

smoking
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.4 MiB

0	27972
1	16112

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	44084
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	27972	63.5%
1	16112	36.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	27972	63.5%
1	16112	36.5%

Most occurring characters

Value	Count	Frequency (%)
0	27972	63.5%
1	16112	36.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	44084	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	27972	63.5%
1	16112	36.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	44084	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	27972	63.5%
1	16112	36.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	44084	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	27972	63.5%
1	16112	36.5%

	age	alt	bp_ratio	cholesterol_ratio	gender	gtp	hdl	height_cm	hemoglobin	ldl	ldl_hdl_ratio	serum_creatinine	smoking	triglyceride	waist_cm	weight_kg
age	1.000	-0.074	0.066	0.024	0.434	-0.022	0.020	-0.498	-0.317	0.065	0.024	-0.177	0.173	0.030	-0.038	-0.339
alt	-0.074	1.000	-0.042	0.296	0.000	0.614	-0.266	0.266	0.416	0.090	0.225	0.233	0.000	0.351	0.455	0.446
bp_ratio	0.066	-0.042	1.000	-0.059	0.044	-0.075	0.021	-0.056	-0.102	-0.048	-0.051	-0.045	0.060	-0.060	-0.019	-0.050
cholesterol_ratio	0.024	0.296	-0.059	1.000	0.083	0.281	-0.749	0.148	0.268	0.628	0.947	0.191	0.081	0.577	0.384	0.344
gender	0.434	0.000	0.044	0.083	1.000	0.133	0.248	0.778	0.735	0.029	0.011	0.113	0.508	0.230	0.434	0.613
gtp	-0.022	0.614	-0.075	0.281	0.133	1.000	-0.222	0.296	0.445	0.064	0.178	0.286	0.158	0.454	0.462	0.433
hdl	0.020	-0.266	0.021	-0.749	0.248	-0.222	1.000	-0.229	-0.272	-0.058	-0.640	-0.210	0.143	-0.470	-0.393	-0.378
height_cm	-0.498	0.266	-0.056	0.148	0.778	0.296	-0.229	1.000	0.583	-0.054	0.104	0.476	0.416	0.167	0.388	0.698
hemoglobin	-0.317	0.416	-0.102	0.268	0.735	0.445	-0.272	0.583	1.000	0.057	0.210	0.490	0.405	0.292	0.396	0.538
ldl	0.065	0.090	-0.048	0.628	0.029	0.064	-0.058	-0.054	0.057	1.000	0.773	0.045	0.012	0.093	0.094	0.054
ldl_hdl_ratio	0.024	0.225	-0.051	0.947	0.011	0.178	-0.640	0.104	0.210	0.773	1.000	0.162	0.011	0.351	0.304	0.270
serum_creatinine	-0.177	0.233	-0.045	0.191	0.113	0.286	-0.210	0.476	0.490	0.045	0.162	1.000	0.024	0.157	0.283	0.419
smoking	0.173	0.000	0.060	0.081	0.508	0.158	0.143	0.416	0.405	0.012	0.011	0.024	1.000	0.236	0.225	0.311
triglyceride	0.030	0.351	-0.060	0.577	0.230	0.454	-0.470	0.167	0.292	0.093	0.351	0.157	0.236	1.000	0.396	0.345
waist_cm	-0.038	0.455	-0.019	0.384	0.434	0.462	-0.393	0.388	0.396	0.094	0.304	0.283	0.225	0.396	1.000	0.806
weight_kg	-0.339	0.446	-0.050	0.344	0.613	0.433	-0.378	0.698	0.538	0.054	0.270	0.419	0.311	0.345	0.806	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	gender	gtp	hemoglobin	height_cm	triglyceride	serum_creatinine	alt	weight_kg	age	waist_cm	bp_ratio	cholesterol_ratio	ldl_hdl_ratio	hdl	ldl	smoking
0	0	27.0	12.9	155	82.0	0.7	19.0	60	40	81.3	1.561644	2.945205	1.726027	73.0	126.0	0
1	0	18.0	12.7	160	115.0	0.6	19.0	60	40	81.0	1.700000	4.571429	3.023810	42.0	127.0	0
2	1	22.0	15.8	170	182.0	1.0	16.0	60	55	80.0	1.604651	4.400000	2.745455	55.0	151.0	1
3	1	18.0	14.7	165	254.0	1.0	26.0	70	40	88.0	1.666667	7.155556	5.022222	45.0	226.0	0
4	0	22.0	12.5	155	74.0	0.6	14.0	60	40	86.0	1.621622	2.967742	1.725806	62.0	107.0	0
5	1	33.0	16.2	180	199.0	1.2	27.0	75	30	85.0	1.684211	4.520833	2.687500	48.0	129.0	0
6	1	39.0	17.0	160	68.0	0.7	27.0	60	40	85.5	1.414634	4.109091	2.854545	55.0	157.0	1
7	1	111.0	15.0	165	269.0	1.3	71.0	90	45	96.0	1.593750	6.529412	3.941176	34.0	134.0	0
8	0	14.0	13.7	150	66.0	0.8	31.0	60	50	85.0	1.554054	4.375000	3.104167	48.0	149.0	0
9	1	63.0	16.0	175	147.0	0.8	24.0	75	45	89.0	1.765625	4.604651	2.930233	43.0	126.0	0

	gender	gtp	hemoglobin	height_cm	triglyceride	serum_creatinine	alt	weight_kg	age	waist_cm	bp_ratio	cholesterol_ratio	ldl_hdl_ratio	hdl	ldl	smoking
44543	1	14.0	15.8	170	63.0	1.0	13.0	65	20	76.0	1.571429	3.228070	2.000000	57.0	114.0	0
44544	0	10.0	13.0	165	86.0	0.8	16.0	45	45	58.0	1.773333	3.015873	1.746032	63.0	110.0	0
44545	1	32.0	14.0	185	131.0	1.0	48.0	95	45	99.0	1.465116	4.140000	2.600000	50.0	130.0	0
44546	1	17.0	15.5	160	112.0	1.2	21.0	55	60	77.0	1.735294	3.000000	1.656250	64.0	106.0	1
44547	1	32.0	15.5	165	109.0	1.1	17.0	70	60	87.0	1.589744	4.020833	2.562500	48.0	123.0	1
44548	1	51.0	15.2	170	168.0	1.0	49.0	65	50	88.0	1.574468	4.550000	2.700000	40.0	108.0	0
44549	1	16.0	15.2	175	60.0	0.9	14.0	70	35	84.0	1.418919	3.280702	2.070175	57.0	118.0	0
44550	1	10.0	13.4	175	58.0	1.0	19.0	70	35	70.9	1.657143	3.536585	2.243902	41.0	92.0	0
44551	1	40.0	14.5	165	139.0	0.9	49.0	90	50	106.8	1.626667	3.808511	2.212766	47.0	104.0	1
44552	1	20.0	11.4	175	51.0	1.0	11.0	80	25	93.2	1.631579	4.020408	2.816327	49.0	138.0	0

Overview

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample